{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Marginal Likelihood Implementation\n",
    "\n",
    "The `gp.Marginal` class implements the more common case of GP regression:  the observed data are the sum of a GP and Gaussian noise.  `gp.Marginal` has a `marginal_likelihood` method, a `conditional` method, and a `predict` method.  Given a mean and covariance function, the function $f(x)$ is modeled as,\n",
    "\n",
    "$$\n",
    "f(x) \\sim \\mathcal{GP}(m(x),\\, k(x, x')) \\,.\n",
    "$$\n",
    "\n",
    "The observations $y$ are the unknown function plus noise\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\epsilon &\\sim N(0, \\Sigma) \\\\\n",
    "  y &= f(x) + \\epsilon \\\\\n",
    "\\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The `.marginal_likelihood` method\n",
    "\n",
    "The unknown latent function can be analytically integrated out of the product of the GP prior probability with a normal likelihood.  This quantity is called the marginal likelihood. \n",
    "\n",
    "$$\n",
    "p(y \\mid x) = \\int p(y \\mid f, x) \\, p(f \\mid x) \\, df\n",
    "$$\n",
    "\n",
    "The log of the marginal likelihood, $p(y \\mid x)$, is\n",
    "\n",
    "$$\n",
    "\\log p(y \\mid x) = \n",
    "  -\\frac{1}{2} (\\mathbf{y} - \\mathbf{m}_x)^{T} \n",
    "               (\\mathbf{K}_{xx} + \\boldsymbol\\Sigma)^{-1} \n",
    "               (\\mathbf{y} - \\mathbf{m}_x)\n",
    "  - \\frac{1}{2}|\\mathbf{K}_{xx} + \\boldsymbol\\Sigma|\n",
    "  - \\frac{n}{2}\\log (2 \\pi)\n",
    "$$\n",
    "\n",
    "$\\boldsymbol\\Sigma$ is the covariance matrix of the Gaussian noise.  Since the Gaussian noise doesn't need to be white to be conjugate, the `marginal_likelihood` method supports either using a white noise term when a scalar is provided, or a noise covariance function when a covariance function is provided.\n",
    "\n",
    "The `gp.marginal_likelihood` method implements the quantity given above.  Some sample code would be,\n",
    "\n",
    "```python\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "\n",
    "# A one dimensional column vector of inputs.\n",
    "X = np.linspace(0, 1, 10)[:,None]\n",
    "\n",
    "with pm.Model() as marginal_gp_model:\n",
    "    # Specify the covariance function.\n",
    "    cov_func = pm.gp.cov.ExpQuad(1, ls=0.1)\n",
    "\n",
    "    # Specify the GP.  The default mean function is `Zero`.\n",
    "    gp = pm.gp.Marginal(cov_func=cov_func)\n",
    "\n",
    "    # The scale of the white noise term can be provided,\n",
    "    sigma = pm.HalfCauchy(\"sigma\", beta=5)\n",
    "    y_ = gp.marginal_likelihood(\"y\", X=X, y=y, noise=sigma)\n",
    "    \n",
    "    # OR a covariance function for the noise can be given\n",
    "    # noise_l = pm.Gamma(\"noise_l\", alpha=2, beta=2)\n",
    "    # cov_func_noise = pm.gp.cov.Exponential(1, noise_l) + pm.gp.cov.WhiteNoise(sigma=0.1)\n",
    "    # y_ = gp.marginal_likelihood(\"y\", X=X, y=y, noise=cov_func_noise)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The `.conditional` distribution\n",
    "\n",
    "The `.conditional` has an optional flag for `pred_noise`, which defaults to `False`.  When `pred_noise=False`, the `conditional` method produces the predictive distribution for the underlying function represented by the GP.  When `pred_noise=True`, the `conditional` method produces the predictive distribution for the GP plus noise.  Using the same `gp` object defined above, \n",
    "\n",
    "```python\n",
    "# vector of new X points we want to predict the function at\n",
    "Xnew = np.linspace(0, 2, 100)[:, None]\n",
    "\n",
    "with marginal_gp_model:\n",
    "    f_star = gp.conditional(\"f_star\", Xnew=Xnew)\n",
    "    \n",
    "    # or to predict the GP plus noise\n",
    "    y_star = gp.conditional(\"y_star\", Xnew=Xnew, pred_noise=True)\n",
    "```\n",
    "If using an additive GP model, the conditional distribution for individual components can be constructed by setting the optional argument `given`.  For more information on building additive GPs, see the main documentation page.  For an example, see the Mauna Loa CO$_2$ notebook.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making predictions\n",
    "\n",
    "The `.predict` method returns the conditional mean and variance of the `gp` given a `point` as NumPy arrays.  The `point` can be the result of `find_MAP` or a sample from the trace.  The `.predict` method can be used outside of a `Model` block.  Like `.conditional`, `.predict` accepts `given` so it can produce predictions from components of additive GPs.\n",
    "\n",
    "```python\n",
    "# The mean and full covariance\n",
    "mu, cov = gp.predict(Xnew, point=trace[-1])\n",
    "\n",
    "# The mean and variance (diagonal of the covariance)\n",
    "mu, var = gp.predict(Xnew, point=trace[-1],  diag=True)\n",
    "\n",
    "# With noise included\n",
    "mu, var = gp.predict(Xnew, point=trace[-1],  diag=True, pred_noise=True)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Regression with white, Gaussian noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:12:49.739412Z",
     "start_time": "2017-09-04T05:12:48.977594Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pymc3 as pm\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:12:56.120937Z",
     "start_time": "2017-09-04T05:12:49.877135Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set the seed\n",
    "np.random.seed(1)\n",
    "\n",
    "n = 100 # The number of data points\n",
    "X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n",
    "\n",
    "# Define the true covariance function and its parameters\n",
    "ℓ_true = 1.0\n",
    "η_true = 3.0\n",
    "cov_func = η_true**2 * pm.gp.cov.Matern52(1, ℓ_true)\n",
    "\n",
    "# A mean function that is zero everywhere\n",
    "mean_func = pm.gp.mean.Zero()\n",
    "\n",
    "# The latent function values are one sample from a multivariate normal\n",
    "# Note that we have to call `eval()` because PyMC3 built on top of Theano\n",
    "f_true = np.random.multivariate_normal(mean_func(X).eval(), \n",
    "                                       cov_func(X).eval() + 1e-8*np.eye(n), 1).flatten()\n",
    "\n",
    "# The observed data is the latent function plus a small amount of IID Gaussian noise\n",
    "# The standard deviation of the noise is `sigma`\n",
    "σ_true = 2.0\n",
    "y = f_true + σ_true * np.random.randn(n)\n",
    "\n",
    "## Plot the data and the unobserved latent function\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "ax.plot(X, y, 'ok', ms=3, alpha=0.5, label=\"Data\");\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"The true f(x)\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:13:02.744988Z",
     "start_time": "2017-09-04T05:12:56.122906Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/projects/pymc3/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n",
      "  warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "  0%|          | 0/5000 [00:00<?, ?it/s]/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "logp = -231.67, ||grad|| = 0.0013468: 100%|██████████| 12/12 [00:00<00:00, 322.82it/s]  \n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    ℓ = pm.Gamma(\"ℓ\", alpha=2, beta=1)\n",
    "    η = pm.HalfCauchy(\"η\", beta=5)\n",
    "    \n",
    "    cov = η**2 * pm.gp.cov.Matern52(1, ℓ)\n",
    "    gp = pm.gp.Marginal(cov_func=cov)\n",
    "     \n",
    "    σ = pm.HalfCauchy(\"σ\", beta=5)\n",
    "    y_ = gp.marginal_likelihood(\"y\", X=X, y=y, noise=σ)\n",
    "    \n",
    "    mp = pm.find_MAP()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:13:02.780531Z",
     "start_time": "2017-09-04T05:13:02.747697Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Parameter</th>\n",
       "      <th>Value at MAP</th>\n",
       "      <th>True value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ℓ</td>\n",
       "      <td>1.004619</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>η</td>\n",
       "      <td>3.488940</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>σ</td>\n",
       "      <td>1.904490</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Parameter  Value at MAP  True value\n",
       "0         ℓ      1.004619         1.0\n",
       "1         η      3.488940         3.0\n",
       "2         σ      1.904490         2.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# collect the results into a pandas dataframe to display\n",
    "# \"mp\" stands for marginal posterior\n",
    "pd.DataFrame({\"Parameter\": [\"ℓ\", \"η\", \"σ\"], \n",
    "              \"Value at MAP\": [float(mp[\"ℓ\"]), float(mp[\"η\"]), float(mp[\"σ\"])],\n",
    "              \"True value\": [ℓ_true, η_true, σ_true]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MAP values are close to their true values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using `.conditional`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:14:54.499149Z",
     "start_time": "2017-09-04T05:13:02.782161Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/2000 [00:00<?, ?it/s]/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "100%|██████████| 2000/2000 [04:11<00:00,  6.40it/s]\n"
     ]
    }
   ],
   "source": [
    "# new values from x=0 to x=20\n",
    "X_new = np.linspace(0, 20, 600)[:,None]\n",
    "\n",
    "# add the GP conditional to the model, given the new X values\n",
    "with model:\n",
    "    f_pred = gp.conditional(\"f_pred\", X_new)\n",
    "\n",
    "# To use the MAP values, you can just replace the trace with a length-1 list with `mp`\n",
    "with model:\n",
    "    pred_samples = pm.sample_posterior_predictive([mp], vars=[f_pred], samples=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:14:57.904355Z",
     "start_time": "2017-09-04T05:14:54.505114Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the results\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "\n",
    "# plot the samples from the gp posterior with samples and shading\n",
    "from pymc3.gp.util import plot_gp_dist\n",
    "plot_gp_dist(ax, pred_samples[\"f_pred\"], X_new);\n",
    "\n",
    "# plot the data and the true latent function\n",
    "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=0.5, label=\"Observed data\");\n",
    "\n",
    "# axis labels and title\n",
    "plt.xlabel(\"X\"); plt.ylim([-13,13]);\n",
    "plt.title(\"Posterior distribution over $f(x)$ at the observed values\"); plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The prediction also matches the results from `gp.Latent` very closely.  What about predicting new data points?  Here we only predicted $f_*$, not $f_*$ + noise, which is what we actually observe.\n",
    "\n",
    "The `conditional` method of `gp.Marginal` contains the flag `pred_noise` whose default value is `False`.  To draw from the *posterior predictive* distribution, we simply set this flag to `True`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:16:37.290226Z",
     "start_time": "2017-09-04T05:14:57.906373Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "  0%|          | 0/2000 [00:00<?, ?it/s]/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "100%|██████████| 2000/2000 [04:19<00:00,  7.82it/s]\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    y_pred = gp.conditional(\"y_pred\", X_new, pred_noise=True)\n",
    "    y_samples = pm.sample_posterior_predictive([mp], vars=[y_pred], samples=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:16:40.545932Z",
     "start_time": "2017-09-04T05:16:37.321425Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "\n",
    "# posterior predictive distribution\n",
    "plot_gp_dist(ax, y_samples[\"y_pred\"], X_new, plot_samples=False, palette=\"bone_r\");\n",
    "\n",
    "# overlay a scatter of one draw of random points from the \n",
    "#   posterior predictive distribution\n",
    "plt.plot(X_new, y_samples[\"y_pred\"][800, :].T, \"co\", ms=2, label=\"Predicted data\");\n",
    "\n",
    "# plot original data and true function\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=1.0, label=\"observed data\");\n",
    "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"true f\");\n",
    "\n",
    "plt.xlabel(\"x\"); plt.ylim([-13,13]);\n",
    "plt.title(\"posterior predictive distribution, y_*\"); plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-07T22:22:33.216443Z",
     "start_time": "2017-08-07T22:22:33.210493Z"
    }
   },
   "source": [
    "Notice that the posterior predictive density is wider than the conditional distribution of the noiseless function, and reflects the predictive distribution of the noisy data, which is marked as black dots.  The light colored dots don't follow the spread of the predictive density exactly because they are a single draw from the posterior of the GP plus noise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using `.predict`\n",
    "\n",
    "We can use the `.predict` method to return the mean and variance given a particular `point`.  Since we used `find_MAP` in this example, `predict` returns the same mean and covariance that the distribution of `.conditional` has.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-04T05:16:41.567782Z",
     "start_time": "2017-09-04T05:16:40.547616Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predict\n",
    "mu, var = gp.predict(X_new, point=mp, diag=True)\n",
    "sd = np.sqrt(var)\n",
    "\n",
    "# draw plot\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "\n",
    "# plot mean and 2σ intervals\n",
    "plt.plot(X_new, mu, 'r', lw=2, label=\"mean and 2σ region\");\n",
    "plt.plot(X_new, mu + 2*sd, 'r', lw=1); plt.plot(X_new, mu - 2*sd, 'r', lw=1);\n",
    "plt.fill_between(X_new.flatten(), mu - 2*sd, mu + 2*sd, color=\"r\", alpha=0.5)\n",
    "\n",
    "# plot original data and true function\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=1.0, label=\"observed data\");\n",
    "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"true f\");\n",
    "\n",
    "plt.xlabel(\"x\"); plt.ylim([-13,13]);\n",
    "plt.title(\"predictive mean and 2σ interval\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "pymc33.6",
   "language": "python",
   "name": "pymc33_6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
